Search Results for author:
Found 6 papers, 3 papers with code
NeuDep: Neural Binary Memory Dependence Analysis
Notably, NeuDep also outperforms the current state-of-the-art on these tasks.
MTFuzz: Fuzzing with a Multi-Task Neural Network
The compact embedding can be used to guide the mutation process effectively by focusing most of the mutations on the parts of the embedding where the gradient is high.
Software Engineering
Fine Grained Dataflow Tracking with Proximal Gradients
Dataflow tracking with Dynamic Taint Analysis (DTA) is an important method in systems security with many applications, including exploit analysis, guided fuzzing, and side-channel information leak detection.
Cryptography and Security
Neutaint: Efficient Dynamic Taint Analysis with Neural Networks
Dynamic taint analysis (DTA) is widely used by various applications to track information flow during runtime execution.
Cryptography and Security
On Training Robust PDF Malware Classifiers
A practically useful malware classifier must be robust against evasion attacks.
NEUZZ: Efficient Fuzzing with Neural Program Smoothing
However, even state-of-the-art fuzzers are not very efficient at finding hard-to-trigger software bugs.
